A multichannel decision-level fusion method for T wave alternans detection

被引:2
|
作者
Ye, Changrong [1 ]
Zeng, Xiaoping [1 ]
Li, Guojun [2 ]
Shi, Chenyuan [1 ]
Jian, Xin [1 ]
Zhou, Xichuan [1 ]
机构
[1] Chongqing Univ, Coll Commun Engn, Chongqing 400044, Peoples R China
[2] Chongqing Commun Inst, Chongqing 400044, Peoples R China
来源
REVIEW OF SCIENTIFIC INSTRUMENTS | 2017年 / 88卷 / 09期
基金
中国国家自然科学基金;
关键词
VENTRICULAR-ARRHYTHMIAS; ELECTRICAL ALTERNANS; VULNERABILITY; INITIATION; DEATH; NOISE; GLRT;
D O I
10.1063/1.4997267
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Sudden cardiac death (SCD) is one of the most prominent causes of death among patients with cardiac diseases. Since ventricular arrhythmia is the main cause of SCD and it can be predicted by T wave alternans (TWA), the detection of TWA in the body-surface electrocardiograph (ECG) plays an important role in the prevention of SCD. But due to the multi-source nature of TWA, the nonlinear propagation through thorax, and the effects of the strong noises, the information from different channels is uncertain and competitive with each other. As a result, the single-channel decision is one-sided while the multichannel decision is difficult to reach a consensus on. In this paper, a novel multichannel decision-level fusion method based on the Dezert-Smarandache Theory is proposed to address this issue. Due to the redistribution mechanism for highly competitive information, higher detection accuracy and robustness are achieved. It also shows promise to low-cost instruments and portable applications by reducing demands for the synchronous sampling. Experiments on the real records from the Physikalisch-Technische Bundesanstalt diagnostic ECG database indicate that the performance of the proposed method improves by 12%-20% compared with the one-dimensional decision method based on the periodic component analysis. Published by AIP Publishing.
引用
收藏
页数:11
相关论文
共 50 条
  • [41] Decision-Level Fusion for Collaborative Service-Oriented Manufacture
    Xiong, Li
    Xiang, Zhengtao
    Li, Xiongyi
    Mei, Yi
    2009 IEEE 10TH INTERNATIONAL CONFERENCE ON COMPUTER-AIDED INDUSTRIAL DESIGN & CONCEPTUAL DESIGN, VOLS 1-3: E-BUSINESS, CREATIVE DESIGN, MANUFACTURING - CAID&CD'2009, 2009, : 1990 - +
  • [42] Nonminutiae-Based Decision-Level Fusion for Fingerprint Verification
    Sadegh Helfroush
    Hassan Ghassemian
    EURASIP Journal on Advances in Signal Processing, 2007
  • [43] Novel decision-level fusion strategies combined with hyperspectral imaging for the detection of soybean protein content
    Zhang, Jing
    Guo, Zhen
    Ma, Chengye
    Jin, Chengqian
    Yang, Liangliang
    Zhang, Dongliang
    Yin, Xiang
    Du, Juan
    Fu, Peng
    FOOD CHEMISTRY, 2025, 469
  • [44] Edge detection based on decision-level information fusion and its application in hybrid image filtering
    Li, J
    Jing, XJ
    ICIP: 2004 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1- 5, 2004, : 251 - 254
  • [45] Decision-Level Fusion of EEG and Pupil Features for Single-Trial Visual Detection Analysis
    Qian, Ming
    Aguilar, Mario
    Zachery, Karen N.
    Privitera, Claudio
    Klein, Stanley
    Carney, Thom
    Nolte, Loren W.
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2009, 56 (07) : 1929 - 1937
  • [46] Decision-Level Data Fusion in Quality Control and Predictive Maintenance
    Wei, Yupeng
    Wu, Dazhong
    Terpenny, Janis
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2021, 18 (01) : 184 - 194
  • [47] A novel analytical redundancy method based on decision-level fusion for aero-engine sensors
    Peng Jin
    Xin Zhou
    Feng Lu
    Jinquan Huang
    Haiqin Qin
    Yahui Gao
    Nonlinear Dynamics, 2023, 111 : 13215 - 13234
  • [48] A new method of remote sensing image decision-level fusion based on Support Vector Machine
    Zhao, SH
    Chen, XW
    Wang, SD
    Li, JL
    Yang, WB
    RAST 2003: RECENT ADVANCES IN SPACE TECHNOLOGIES, PROCEEDINGS, 2003, : 91 - 96
  • [49] An Accurate Mortality Prediction Method Based on Decision-level Fusion of Existing ICU Scoring Systems
    Hatakeyama, Yasutaka
    Ogawa, Takahiro
    Tanaka, Hirokazu
    Haseyama, Miki
    PROCEEDINGS OF 2016 INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY AND ITS APPLICATIONS (ISITA 2016), 2016, : 126 - 130
  • [50] A decision-level sensor fusion scheme integrating ultrasonic guided wave and vibration measurements for damage identification
    Yang, Xin
    Fang, Chen
    Kundu, Pradeep
    Yang, Jian
    Chronopoulos, Dimitrios
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2024, 219